Distribution
Static
Violin Plot
Violin plots combine the summary statistics of box plots with the distribution shape visualization of kernel density estimation. The width of each 'violin' represents the density of data at that value, providing more insight into the distribution shape than box plots alone. They're excellent for comparing distributions across multiple groups, especially when distributions may be multimodal.
Try this prompt
"Use seaborn to create a violin plot comparing the distribution of 'Scores' across 3 'Groups'. Include a mini box plot inside each violin. Generate a proper example dataset to demonstrate this visualization."
Generate this nowCommon Use Cases
- 1Comparing treatment effects across groups
- 2Salary distribution by department
- 3Test score analysis by class
- 4Bimodal distribution detection
Pro Tips
Include inner box plots for summary statistics
Use split violins for two-group comparisons
Scale violin widths consistently or by sample size